$schema: https://json-schema.org/draft/2020-12/schema
title: FCM solver workflow
description: 'SeaDOTs Catalog Workflow profile for the fuzzy-cognitive-map solver
  of FuzzyCognitiveMapTools.jl: the record that makes the solver discoverable as the
  step between a map (input) and its solutions or sequences (output).

  The profile exists for one reason. A map is self-contained -- it carries its own
  activation specification -- so the ONLY thing that distinguishes one run from another
  is a set of parameters that live exclusively as Julia keyword arguments and are
  serialised nowhere. Without them a solution is not reproducible. The `solver` object
  declares them, together with the two things a consumer cannot discover from the
  data model: which activation functions are actually implemented, and which inference
  rule is applied.

  '
allOf:
- $ref: https://ogcincubator.github.io/bblocks-seadots/build/annotated/hosted/seadots/catalog-workflow/schema.yaml
properties:
  properties:
    type: object
    required:
    - solver
    properties:
      type:
        const: Workflow
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      solver:
        type: object
        description: 'What this solver does and how it may be parameterised. Values
          reflect FuzzyCognitiveMapTools.jl v0.1.0 and should be re-checked against
          the release the record describes.

          '
        required:
        - inferenceRule
        - supportedActivation
        properties:
          inferenceRule:
            type: string
            enum:
            - kosko
            description: 'The update applied at each iteration. Only `kosko` -- classic
              f(transpose(W) x) -- exists: it is hard-coded in `single_fcm_trial`
              with no parameter to select another. Declared as an enum rather than
              a constant so that a record describing a later release can say something
              different without a schema change.

              '
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          supportedActivation:
            type: array
            minItems: 1
            uniqueItems: true
            description: 'Concepts of ogc.hosted.seadots.fcm-activation-scheme this
              solver can actually execute. A map whose `activation_spec.label` resolves
              outside this list will be rejected at load time -- `to_proc` raises
              "Unknown activation function".

              The three listed below are the whole of v0.1.0. Note that the upstream
              label "gaussian" appears here as `logistic-of-square`, because that
              is what the implementation computes; see the activation scheme block.

              '
            items:
              type: string
              enum:
              - https://w3id.org/ogc/hosted/seadots/fcm/activation/logistic
              - https://w3id.org/ogc/hosted/seadots/fcm/activation/logistic-of-square
              - https://w3id.org/ogc/hosted/seadots/fcm/activation/offset
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            x-jsonld-type: '@id'
            x-jsonld-container: '@set'
          executionParameters:
            type: object
            description: 'The parameters that are NOT in any serialised artefact.
              Each carries the default compiled into v0.1.0; a record for a specific
              run should state the value actually used. See description.md on why
              several of these cannot currently be set at all through the public entry
              point.

              '
            properties:
              numTrials:
                type: integer
                minimum: 1
                default: 1000
                description: Number of randomly-started trials clustered into equilibria
                  (`run_trials`).
              x0Range:
                $ref: '#/$defs/Interval'
                default:
                - 0.0
                - 1.0
                description: Range the random initial state is drawn from.
              x0ClampRange:
                $ref: '#/$defs/Interval'
                default:
                - 0.1
                - 0.9
                description: 'Range the initial state is clamped to after sampling.
                  Note this is NARROWER than `x0Range`, so the extremes of the sampling
                  range are never actually explored.

                  '
              maxIterations:
                type: integer
                minimum: 1
                default: 100
                description: 'Iteration cap per trial. A trial that hits it is NOT
                  discarded; see description.md.

                  '
              convergenceTolerance:
                type: number
                exclusiveMinimum: 0
                default: 1.0e-10
                description: Residual below which a trial is declared converged.
              clusteringTolerance:
                type: number
                exclusiveMinimum: 0
                default: 1.0e-06
                description: 'Distance within which two trial endpoints are treated
                  as the same equilibrium. Must be larger than the supremum of the
                  terminal residual, per the upstream docstring.

                  '
            additionalProperties: false
          refinement:
            type: object
            description: 'Optional second pass that re-solves from each cluster mean
              to sharpen the centroid (`refine_centroid_fcm`). It runs with its own
              hard-coded settings, which differ from the trial settings above.

              '
            properties:
              enabled:
                type: boolean
                default: false
              maxIterations:
                type: integer
                default: 3000
              convergenceTolerance:
                type: number
                default: 1.0e-13
              x0ClampRange:
                $ref: '#/$defs/Interval'
                default:
                - 0.0
                - 1.0
              checkTolerance:
                type: number
                default: 1.0e-06
                description: 'A refined centroid further than this from the cluster
                  mean is an error, not a warning: the run aborts.

                  '
            additionalProperties: false
          stochasticMapsSupported:
            type: boolean
            default: false
            description: 'Whether the solver accepts maps with distribution-valued
              edge weights. False for v0.1.0, which has no serialisation for them
              at all.

              '
            x-jsonld-id: https://w3id.org/ogc/hosted/seadots/fcm/supportsStochasticMaps
            x-jsonld-type: http://www.w3.org/2001/XMLSchema#boolean
        additionalProperties: true
        x-jsonld-id: https://w3id.org/ogc/hosted/seadots/fcm/solverCapability
    x-jsonld-id: '@nest'
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    maxItems: 2
    items:
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  name: http://www.w3.org/2000/01/rdf-schema#label
  href:
    x-jsonld-type: '@id'
    x-jsonld-id: http://www.w3.org/ns/oa#hasTarget
  rights: http://www.w3.org/ns/dcat#rights
  Workflow: http://www.w3.org/ns/prov#Plan
  applicationCategory: https://schema.org/applicationCategory
  version: http://purl.org/dc/terms/hasVersion
  method: http://purl.org/dc/terms/method
  softwareVersion: https://schema.org/softwareVersion
  programmingLanguage: https://schema.org/programmingLanguage
  applicationPackage:
    x-jsonld-id: https://w3id.org/ogc/hosted/seadots/catalog#applicationPackage
    x-jsonld-type: '@id'
  inputs:
    x-jsonld-context:
      profileId:
        '@id': http://purl.org/dc/terms/conformsTo
        '@type': '@id'
      required:
        '@id': https://w3id.org/ogc/hosted/seadots/catalog#required
        '@type': http://www.w3.org/2001/XMLSchema#boolean
      role: https://w3id.org/ogc/hosted/seadots/catalog#role
    x-jsonld-id: https://w3id.org/apkg/terms/inputs
    x-jsonld-container: '@set'
  outputs:
    x-jsonld-context:
      profileId:
        '@id': http://purl.org/dc/terms/conformsTo
        '@type': '@id'
      required:
        '@id': https://w3id.org/ogc/hosted/seadots/catalog#required
        '@type': http://www.w3.org/2001/XMLSchema#boolean
      role: https://w3id.org/ogc/hosted/seadots/catalog#role
    x-jsonld-id: https://w3id.org/apkg/terms/outputs
    x-jsonld-container: '@set'
x-jsonld-vocab: https://w3id.org/ogc/hosted/seadots/catalog#
x-jsonld-prefixes:
  geojson: https://purl.org/geojson/vocab#
  rdfs: http://www.w3.org/2000/01/rdf-schema#
  dct: http://purl.org/dc/terms/
  rec: https://www.opengis.net/def/ogc-api/records/
  xsd: http://www.w3.org/2001/XMLSchema#
  dcat: http://www.w3.org/ns/dcat#
  skos: http://www.w3.org/2004/02/skos/core#
  prov: http://www.w3.org/ns/prov#
  oa: http://www.w3.org/ns/oa#
  schema: https://schema.org/
  seadots: https://w3id.org/ogc/hosted/seadots/catalog#
  apkg: https://w3id.org/apkg/terms/
  fcm: https://w3id.org/ogc/hosted/seadots/fcm/
  fcmact: https://w3id.org/ogc/hosted/seadots/fcm/activation/
  owl: http://www.w3.org/2002/07/owl#
  rdf: http://www.w3.org/1999/02/22-rdf-syntax-ns#
  w3ctime: http://www.w3.org/2006/time#
  dctype: http://purl.org/dc/dcmitype/
  vcard: http://www.w3.org/2006/vcard/ns#
  foaf: http://xmlns.com/foaf/0.1/
  thns: https://w3id.org/ogc/stac/themes/
  dcterms: http://purl.org/dc/terms/